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undergraduate thesis
Analiza metoda generiranja sintetičkih skupova podataka
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. urn:nbn:hr:168:910947
Sekula, Dominik
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Sekula, D. (2021). Analiza metoda generiranja sintetičkih skupova podataka (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:910947

Sekula, Dominik. "Analiza metoda generiranja sintetičkih skupova podataka." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:910947

Sekula, Dominik. "Analiza metoda generiranja sintetičkih skupova podataka." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:910947

Sekula, D. (2021). 'Analiza metoda generiranja sintetičkih skupova podataka', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 04 October 2024, https://urn.nsk.hr/urn:nbn:hr:168:910947

Sekula D. Analiza metoda generiranja sintetičkih skupova podataka [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2021 [cited 2024 October 04] Available at: https://urn.nsk.hr/urn:nbn:hr:168:910947

D. Sekula, "Analiza metoda generiranja sintetičkih skupova podataka", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2021. Available at: https://urn.nsk.hr/urn:nbn:hr:168:910947

Metadata
TitleAnaliza metoda generiranja sintetičkih skupova podataka
Title (english)Survey of methods for synthetic dataset generation
AuthorDominik Sekula
MentorMatko Orsag (mentor)
Committee memberMatko Orsag (predsjednik povjerenstva)
Committee memberMarsela Polić (član povjerenstva)
Committee memberJelena Vuletić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2021-07-15, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Cilj rada je navesti, provesti i analizirati metode generacije sintetičkih skupova podataka. Rad se prvotno bavi analizom i prikazivanjem sučelja za generaciju i upravljanje skupovima podataka pod nazivom NDDS (Nvidia Deep learning Dataset Synthesizer) korištenim u svrhu stvaranju podataka za učenje dubokih konvolucijskih neuronskih mreža. Mreže su trenirane na dva načina: samo na sintetičkim podacima i uz korištenje realnih podataka za validaciju. Uspoređivanje uspješnosti se baziralo na točnosti tj. postotku preklapanja između ciljne maske i dobivene predikcije. Postupak je pokazao prihvatljivu točnost na dijelu podataka te ukazao na važnost provjere razičitih metoda treniranja.
Abstract (english)
The aim of this thesis is to list, implement and analyze the methods for synthetic dataset generation. Interface for the generation and management of datasets called NDDS (Nvidia Deep learning Dataset Synthesizer) is analyzed and used for the purpose of creating data for learning deep convolutional neural networks. Networks are trained in two ways: on synthetic data only and on synthetic data with the addition of the real images used for the validation purpose. The comparison of performance was based on IoU score. Namely, the percentage of overlap between the target mask and the obtained prediction mask was calculated for each model. The procedure showed acceptable accuracy on some parts of the data and pointed out the importance of testing different training methods
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:910947
Study programmeTitle: Computing
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
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Created on2023-01-15 11:11:58